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MCP vs RAG (Model Context Protocol vs Retrieval Augmented Generation)

RAG (Retrieval-Augmented Generation) focuses on enhancing AI responses by retrieving external data, while MCP (Model Context Protocol) standardizes how AI interacts with various data sources and tools. Overview of RAG Definition: RAG is an AI architecture that improves the accuracy and relevance of responses generated by large language models (LLMs) by pulling in up-to-date information from external sources, such as databases or APIs, before generating a reply. 2 Functionality: When a user submits a query, RAG retrieves relevant content from connected data sources and appends this information to the input prompt, enriching the model's context with real-world relevance. This helps reduce inaccuracies and hallucinations in AI responses by grounding them in verifiable sources. 2 Use Cases: RAG is particularly useful in scenarios where real-time data is crucial, such as customer support, news aggregation, and any application requiring current information. 3 Sources Overview of MCP Defi...

How to deply Ollama & open web-ui on your laptop

How to deploy Ollama  Installation: Download Ollama:   Get the Ollama package from the  GitHub repository .   Install Dependencies:   Ensure you have any required dependencies, including libraries for your specific model.   Verify Installation:   Use  ollama --version  to confirm Ollama is installed correctly.   2. Model Deployment and Usage: Pull the Model:   Use the  ollama pull <model_name>  command to download the desired model.   Run the Model:   Use  ollama run <model_name>  to initiate the model's execution.   Interacting with the Model:   Ollama provides an API at  http://localhost:11434/api/generate  for interacting with the model.   Optional: Web UI:   Explore  Open WebUI  for a user-friendly interface to manage and interact with models.   Optional: Custom Applications:   Build custom applications using libraries like FastAPI and Gr...

DeepSeek R1: A Technical Deep Dive into the Next-Gen AI Search and Conversational Tool

 Artificial intelligence has become a cornerstone of modern technology, with tools like DeepSeek R1 and ChatGPT leading the charge in transforming how we interact with machines. While both are powered by advanced AI, they cater to different use cases and employ distinct technical architectures. In this article, we’ll explore the technical underpinnings of DeepSeek R1, compare it with ChatGPT, and highlight their unique capabilities. --- What is DeepSeek R1? DeepSeek R1 is an AI-driven search and conversational platform designed to deliver real-time, context-aware, and highly personalized results. Unlike traditional search engines, which rely on keyword matching and static datasets, DeepSeek R1 leverages cutting-edge natural language processing (NLP), machine learning (ML), and real-time data integration to provide dynamic and accurate responses. The "R1" in its name stands for Real-time, Relevance, and Reliability, reflecting its core strengths. It is built to handle complex ...

Cloud Computing and data storage terminology glossary

1. Control Plane  The control plane provides management and orchestration across an organization's cloud environment. This is where configuration baselines are set, user and role access are provisioned, and applications sit so they can execute with related services. 2. Cloud computing service Types IaaS, PaaS & SaaS Within the cloud deployment models, there are several types of cloud services, including infrastructure, platforms, and software applications. Cloud service models are not mutually exclusive, and you can choose to use more than one in combination or even all of them at once. Here are the three main cloud service models: Infrastructure as a Service (IaaS) IaaS delivers on-demand infrastructure resources, such as compute, storage, networking, and virtualization. With IaaS, the service provider owns and operates the infrastructure, but customers will need to purchase and manage software, such as operating systems, middleware, data, and applications. Platform as a Serv...

𝐅𝐑𝐄𝐄 𝐂𝐨𝐮𝐫𝐬𝐞𝐬 𝐲𝐨𝐮 𝐰𝐢𝐥𝐥 𝐫𝐞𝐠𝐫𝐞𝐭 𝐧𝐨𝐭 𝐭𝐚𝐤𝐢𝐧𝐠 𝐢𝐧 𝟐𝟎𝟐𝟒

1 Introduction Generative Al imp.i384100.net/5gNjVj 2. Generative AI with Large Language Models imp.i384100.net/k0qRez 2 a) React Fundamentals imp.i384100.net/9gYeRW 2 b) Angular: imp.i384100.net/eKWR9r 2 c) SEO: imp.i384100.net/xkGnW5 3. Generative Adversarial Networks (GANs) Specialization imp.i384100.net/DKNLPn 4. Introduction to Artificial Intelligence (AI) imp.i384100.net/QyQKoA 5. AI Engineering imp.i384100.net/9gYeRy 6. Natural Language Processing Specialization imp.i384100.net/rQPgZR 7. Deep Learning Specialization imp.i384100.net/jrL1k5 8. Generative AI for Data Scientists Specialization imp.i384100.net/k0qReN 9. IBM Data Science Professional Certificate imp.i384100.net/AWNK91 10. Introduction to Data Science imp.i384100.net/GmNDek 11. Learn SQL Basics for Data Science imp.i384100.net/Vm54E3 12. Excel for Business imp.i384100.net/g1EojB 13. Python for Everybody imp.i384100.net/B0MKrL 14. Machine Learning Specialization imp.i384100.net/WqkYnM 15. SQL for Data Science imp.i38410...

Grenaro wireless mic unboxing & testing in DSLR iPhone & GoPro ಕನ್ನಡದಲ್ಲಿ

Buy this mic from Amazon - https://amzn.to/41X5FLW 𝐍𝐎𝐓𝐄:* 𝐎𝐩𝐩𝐨/𝐯𝐢𝐯𝐨/𝐱𝐢𝐚𝐨𝐦𝐢/𝐨𝐧𝐞𝐩𝐥𝐮𝐬/𝐫𝐞𝐚𝐥𝐦𝐞 brand mobile phones, if the connection is unsuccessful ,please go to the settings, searching "𝐎𝐓𝐆" - turn on 𝐎𝐓𝐆 power supply. * Some mobile phones in Android system 𝐜𝐚𝐧𝐧𝐨𝐭 𝐮𝐬𝐞 𝐭𝐡𝐞𝐢𝐫 𝐨𝐰𝐧 𝐜𝐚𝐦𝐞𝐫𝐚𝐬 𝐭𝐨 𝐬𝐡𝐨𝐨𝐭 𝐚𝐮𝐝𝐢𝐨, please download "𝐎𝐩𝐞𝐧 𝐂𝐚𝐦𝐞𝐫𝐚" App. If you still face any issues in connecting, you can directly 𝐜𝐨𝐧𝐭𝐚𝐜𝐭 𝐮𝐬. 🎵𝐂𝐎𝐌𝐏𝐀𝐓𝐈𝐁𝐋𝐄 𝐖𝐈𝐓𝐇 𝐌𝐀𝐍𝐘 𝐃𝐄𝐕𝐈𝐂𝐄𝐒 - Grenaro 3 in 1 receiver Compatible for 𝐓𝐲𝐩𝐞-𝐂 𝐀𝐧𝐝𝐫𝐨𝐢𝐝/𝐢𝐏𝐡𝐨𝐧𝐞/𝐂𝐚𝐦𝐞𝐫𝐚𝐬/𝐋𝐚𝐩𝐭𝐨𝐩. Just clip the wireless microphones to your collar and plug the receiver (𝐓𝐲𝐩𝐞-𝐂/𝐋𝐢𝐠𝐡𝐭𝐧𝐢𝐧𝐠/𝟑.𝟓𝐦𝐦 𝐩𝐨𝐫𝐭) on your devices, they will 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐜𝐚𝐥𝐥𝐲 𝐜𝐨𝐧𝐧𝐞𝐜𝐭. Just plug and play directly, APP and Bluetooth are not required. 🎵𝟑-𝐋𝐄𝐕𝐄𝐋 𝐍𝐎𝐈𝐒𝐄 𝐂𝐀𝐍𝐂𝐄𝐋𝐋𝐀𝐓𝐈𝐎𝐍 - ...

15 Best Fundraiser Websites: The Complete List

Every day we see more and more digital trends cropping up in every sector, showing that technology is here to stay. For the nonprofit sector and individual fundraisers, the expansion to the online space has helped fundraising grow to new heights that were once unfathomable. Today, individuals and organizations can effortlessly expand and capitalize using their online networks, all thanks to the growing digital fundraising sphere . Fundraiser websites can be used for personal fundraising to cover medical expenses, tuition costs, or other worthy causes. Similarly, cause-based organizations employ these online solutions to fund their work and continue striving toward their missions. But with so many options to choose from, it can be challenging to decide which fundraiser website to invest in. To give you a headstart, we've put together a list of the 14 best solutions, which we'll explore in-depth: Donately | Best Online Fundraising Website Double the Donation | Top Fundraiser Web...